wshusheng / finch Goto Github PK

• Word Embedding（词向量）
• Text Classification（文本分类）
• Text Generation（文本生成）
• Text Matching（文本匹配）
• Sequence Labelling（序列标记）
• Sequence to Sequence（序列到序列）
• Question Answering（问题回答）
• Knowledge Graph（知识图谱）
• TensorFlow
• Spark

Python 3 and Jupyter Notebook are required

(CPU User) $ pip3 install tensorflow sklearn scipy bunch tqdm wget

(GPU User) $ pip3 install tensorflow-gpu sklearn scipy bunch tqdm wget

Skip-Gram     Notebook

CBOW     Notebook

TF-IDF + LR     Notebook

Text-CNN     Notebook

• Word + Char Embedding     Notebook

• Gated CNN     Notebook

• ConvLSTM     Notebook

Bi-RNN     Notebook

Attention-Pooling     Notebook

FastText     Notebook

Language Model（语言模型）

• RNN + Beam-Search     Notebook

• Dilated-Conv + Beam-Search     Notebook

• Self-Attention + Beam-Search     Notebook

• Character Aware     Notebook

User-Item Matching     Folder

Question Matching     Folder

POS Tagging（词性识别）

• Bi-RNN + CRF     Notebook

Chinese Segmentation（中文分词）

• Bi-RNN + CRF     Notebook

Learning to Sort（机器排序）

• Seq2Seq + Attention + Beam-Search     Notebook

• Pointer Network     Notebook

• Transformer     Notebook

Learning to Dialog（机器对话）

• Transformer     Notebook

VAE (Variational Autoencoder)

• Recurrent VAE     Notebook

  • Variational Inference via tf.distributions     Notebook

• "Toward Controlled Generation of Text" (ICML 2017)     Folder

Data Argumentation（数据增强）

• Back Translation     Notebook

Memory Network（记忆网络）

• End-to-End Memory Network     Notebook

• Dynamic Memory Network     Notebook

Knowledge Representation（知识表示）

• RDF + SPARQL     Notebook (WN18)

Link Prediction (链路预测)

• DistMult (1-1 Scoring)     Notebook (WN18)

• DistMult (1-N Scoring)     Notebook (WN18)

• ConvE (1-N Scoring)     Notebook (WN18)

Loading Data (导入数据)

• TFRecord: Fixed Length     Notebook

• TFRecord: Padded Batch     Notebook

Project Template（项目模版）

• TF Estimator Template     Folder

• TF Dataset Template     Folder

Text Classification     Notebook

Topic Modelling     Notebook